World Monitor
Real-time global intelligence on conflict, markets, energy, trade, shipping and cyber. 104 tools.
GPU prices, observed stock and seven-day availability history. Read-only; free API key.
Pick the AI app you use, then copy the settings.
Passed 5/5 checks · What you ask goes through the maker’s server (gpufinder.dev)
First: which AI do you use?
Pick your app and the steps appear below.
Works with Claude · about 5 min
You need a GPU Finder key (create it on the maker’s site) · Set it up once on claude.ai or the desktop app, then use it in chat · free accounts can add 1 · on Team/Enterprise an Owner adds it
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
CustomizeConnectors
Copy each value into the field with the same name in Claude, then click Continue
GPU Finderhttps://gpufinder.dev/mcpUnder Request headers, add this name and value
AuthorizationBearer <paste your key here>Paste the key only into the app’s field, never into a chat or to anyone
Leave Authentication as Claude detected it, then click Add
+ConnectorsGPU Finder
Use GPU Finder and tell me what you can do for me, then show me one thing✓ If Claude says it is using GPU Finder or shows a GPU Finder tool in the answer, you are connected
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
ChatGPT cannot connect GPU Finder yet
GPU Finder needs your own key to connect, but OpenAI’s help page only describes OAuth sign-in; there is no key option we could verify
A · Use an app that can connect GPU Finder
B · Others in Other that work with ChatGPT
Picked from the most used in the same category, only ones that connect by address with no key
Works with Claude Code · about 5 min
You need a GPU Finder key (create it on the maker’s site)
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
Mac: press Command+Space and type Terminal · Windows: open PowerShell
claude mcp add --transport http --scope user gpufinder https://gpufinder.dev/mcp --header 'Authorization: Bearer your-value'Replace “your-value” with your key before pressing Enter
Paste the key only into the app’s field, never into a chat or to anyone
You should see GPU Finder listed as connected
Use GPU Finder and tell me what you can do for me, then show me one thing✓ If Claude Code says it is using GPU Finder or shows a GPU Finder tool in the answer, you are connected
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with Cursor · about 5 min
You need a GPU Finder key (create it on the maker’s site)
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
In the GPU Finder settings, Authorization is empty; add your key and save
Paste the key only into the app’s field, never into a chat or to anyone
Use GPU Finder and tell me what you can do for me, then show me one thing✓ If Cursor says it is using GPU Finder or shows a GPU Finder tool in the answer, you are connected
Menu names checked against Cursor’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with VS Code · about 5 min
You need a GPU Finder key (create it on the maker’s site)
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
In the GPU Finder settings, Authorization is empty; add your key and save
Paste the key only into the app’s field, never into a chat or to anyone
Use GPU Finder and tell me what you can do for me, then show me one thing✓ If VS Code says it is using GPU Finder or shows a GPU Finder tool in the answer, you are connected
Menu names checked against VS Code’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Other apps that use MCP, such as Windsurf, Zed or Gemini CLI, each add servers differently. See how in the app list.
Address for apps that connect over the web
https://gpufinder.dev/mcpJSON settings are under “For developers” below
Claude Code
claude mcp add --transport http --scope user gpufinder https://gpufinder.dev/mcp --header 'Authorization: Bearer your-value'Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"gpufinder": {
"url": "https://gpufinder.dev/mcp",
"headers": {
"Authorization": "Bearer your-value"
}
}
}
}VS Code (mcp.json)
{
"servers": {
"gpufinder": {
"type": "http",
"url": "https://gpufinder.dev/mcp",
"headers": {
"Authorization": "Bearer your-value"
}
}
}
}Claude Code
claude mcp add --scope user gpufinder --env GPUFINDER_API_KEY=your-value -- npx -y gpufinder mcpClaude Desktop (claude_desktop_config.json)
{
"mcpServers": {
"gpufinder": {
"command": "npx",
"args": [
"-y",
"gpufinder",
"mcp"
],
"env": {
"GPUFINDER_API_KEY": "your-value"
}
}
}
}Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"gpufinder": {
"command": "npx",
"args": [
"-y",
"gpufinder",
"mcp"
],
"env": {
"GPUFINDER_API_KEY": "your-value"
}
}
}
}VS Code (mcp.json)
{
"servers": {
"gpufinder": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"gpufinder",
"mcp"
],
"env": {
"GPUFINDER_API_KEY": "your-value"
}
}
}
}GPUFINDER_API_KEY secret required envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
npm: gpufinderBased on how this server connects and on each app’s own docs, checked Nov 10, 2026.
Connect over the internet in
ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast
Run on your computer in
ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast
Tool names and descriptions exactly as the server reported them on Nov 12, 2026. The maker wrote them, not us; we show them as plain text.
list_gpusList the GPU models GPU Finder tracks: canonical name and slug, VRAM, memory type, bandwidth, interconnect, provider and instance counts, and min/max hourly USD price. Returns canonical GPU identifiers and hardware specifications. Pages default to 20 rows, maximum 100; each page
list_providersList GPU cloud providers: name and slug, GPU and instance counts, min/max hourly USD price, egress cost per GB and free egress allowance, website and GPU Finder links, and last update time. Returns canonical provider identifiers and provider-level summaries. Pages default to 20 r
get_pricesList every provider offer for one GPU model and node size: provider, instance type, region, GPU count, on-demand and spot USD price per whole node hour, links and last update. Prices reflect collected data, not a live capacity guarantee. Pages default to 20 rows, maximum 100; eac
get_availabilityShow day-by-day stock for one GPU model over the last seven days, per provider and node size: available configuration-hours versus known configuration-hours each day, summed across tracked instances. Optionally limit to one provider. Reports observed availability history, not pro
get_price_historyShow how one GPU model's price changed month by month per provider: on-demand and spot USD per whole node hour for up to 12 UTC months. Pages default to 20 rows, maximum 100; each page costs one data unit. Reuse the same filters and page limit with nextCursor.
get_data_statusReport how fresh GPU Finder's data is: when price and availability collection last completed, and each provider's last success, last run, consecutive failures. Raw collector error details are excluded. Includes timestamps for assessing data staleness. Costs one data unit; it is n
get_market_snapshotCheck a GPU configuration once or in a client-scheduled availability watch: cheapest listed and freshly observed in-stock offers for one GPU model and exact GPU count, with whole-node/per-GPU hourly USD price, observation time, provider and region. Optional provider and exact pro
get_usageShow this account's usage across REST and MCP: plan allowance, units used and remaining, and UTC reset times. Spends no monthly units and works after the monthly allowance is exhausted, but is still rate limited.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 12, 2026
The registry name was verified against the domain gpufinder.dev (the registry checks domain ownership)
Code last changed 9 days ago
Uses MIT
Responded in 433 ms (HTTP 200)
No sign-in needed
Read 8 tool descriptions and found no hidden instructions to the AI
Ask, share a tip or report that it does not work. Sorted by what people marked helpful.
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Posts here are written by users, not the PopNx team.
No reviews yet
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 5 of 5 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
You need to fill in: Authorization, GPUFINDER_API_KEY
Either way works: install it on your computer or connect to the cloud version.
The GitHub repo last changed 9 days ago, and the latest version (1.1.2) reached the registry 13 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT Business and above.
In the same category: World Monitor, Claude Flow, Windmill
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Real-time global intelligence on conflict, markets, energy, trade, shipping and cyber. 104 tools.
AI orchestration with hive-mind swarms, neural networks, and 87 MCP tools for enterprise dev.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
Live cloud GPU prices, stock and price history across 30+ providers (hyperscalers, neoclouds and marketplaces), for Claude, Cursor, VS Code, Cline and any MCP client.
Ask your agent things like:
The data comes from GPU Finder, which re-checks stock every hour.
Create a free API key (60 data calls a month) at https://gpufinder.dev/developers. Paid plans add more calls.
npx -y gpufinder mcp runs the server over stdio. Add it to your client:
Claude Desktop / Cursor / Cline / Windsurf (claude_desktop_config.json, .cursor/mcp.json, …):
{
"mcpServers": { "gpufinder": { "command": "npx", "args": ["-y", "gpufinder", "mcp"], "env": { "GPUFINDER_API_KEY": "YOUR_API_KEY" } } } }
Claude Code:
claude mcp add gpufinder --env GPUFINDER_API_KEY=YOUR_API_KEY -- npx -y gpufinder mcp
VS Code (.vscode/mcp.json):
{
"inputs": [ { "type": "promptString", "id": "gpufinder-api-key", "description": "GPU Finder API key", "password": true } ], "servers": { "gpufinder": { "type": "stdio", "command": "npx", "args": ["-y", "gpufinder", "mcp"], "env": { "GPUFINDER_API_KEY": "${input:gpufinder-api-key}" } } } }
Requires Node.js 20 or newer. Keep your key out of files you commit.
Clients that support remote MCP servers can connect straight to https://gpufinder.dev/mcp with the header Authorization: Bearer YOUR_API_KEY. See https://gpufinder.dev/api.
All tools are read-only.
| Tool | What it returns |
|---|---|
list_gpus | GPU models tracked, with specs and price range |
list_providers | Providers with GPU counts and links |
get_prices | Per-provider offers for a GPU and node size (USD per hour) |
get_market_snapshot | Cheapest listed offer and cheapest offer observed in stock at the last check |
get_availability | Observed stock by provider |
get_price_history | Up to 12 months of price history |
get_data_status | Data freshness per provider |
get_usage | Your monthly allowance and usage (free) |
Listing tools is free. Each data call uses one unit of your monthly allowance; get_usage uses none.
Choose find_gpu_rental in your MCP client and enter a GPU model and the number of GPUs per node. For example, enter H100 and 8 to compare the cheapest listed eight-GPU node with the cheapest one recently observed in stock.
Read gpufinder://guides/pricing-and-stock for an example of whole-node and per-GPU hourly prices and how to interpret stock observations. Opening the prompt or guide is free. Running the market snapshot uses one data unit.
| Variable | Purpose |
|---|---|
GPUFINDER_API_KEY | Your API key (required for tool calls) |
GPUFINDER_MCP_URL | Override the endpoint (default https://gpufinder.dev/mcp) |
GPUFINDER_DEBUG=1 | Log requests to stderr; the key is never logged |
This package is a small stdio proxy with no dependencies. It forwards each MCP message to the hosted GPU Finder endpoint with your key and relays the reply, so the tool list always matches the live service.
Also listed in the official MCP Registry as dev.gpufinder/gpufinder.
MIT